A Priori Consistency
Emorie D Beck
02/25/2019
1 Workspace
data_path <- "" # this is not needed
wd <- "https://github.com/emoriebeck/a-priori-consistency/raw/master"1.1 Packages
library(psych)
library(knitr)
library(kableExtra)
library(rstanarm)
library(brms)
library(tidybayes)
library(plyr)
library(tidyverse)1.2 Codebook
(codebook <- sprintf("%s/data/codebook.csv", wd) %>% read_csv())vars <- tibble(
old = c("E_outgoing", "A_kind", "C_reliable", "N_worried", "posEmo", "negEmo", "happy"),
new = c("E: Outgoing", "A: Kind", "C: Reliable", "N: Worried", "Positive\nEmotion", "Negative\nEmotion", "Happy")
)1.3 Data
1.3.1 Self Trait Data
self.trait.codebook <- codebook %>% filter(perspective == "self" & level == "trait")
self.data <- sprintf("%s/data/self/target_w1.csv", wd) %>% read_csv() %>%
select(one_of(paste(self.trait.codebook$old_name, "w1", sep = "."))) %>%
setNames(self.trait.codebook$new_name)
write.csv(self.data, file = sprintf("%s/data/self_trait_data.csv", wd), row.names = F)(self.trait.data <- sprintf("%s/data/self_trait_data.csv", wd) %>% read_csv)self.trait.con <- self.trait.data %>%
select(-contains("BFI")) %>%
gather(key = item, value = value, contains("consistency"), contains("personality"), na.rm = T) %>%
separate(item, c("type", "item"), sep = "__") %>%
spread(type, value) %>%
mutate(consistency = mapvalues(consistency, 1:4, 4:1))
# self.trait.con <- self.trait.con %>%
# group_by(proc__SID) %>%
# summarize_at(vars(consistency, personality), list(~mean), na.rm = T) %>%
# mutate(item = "all items") %>%
# ungroup() %>%
# full_join(self.trait.con) 1.3.2 Observer Trait Data
observer.codebook <- codebook %>% filter(perspective == "observer" & level == "trait")
read_fun <- function(Obs){
print(Obs)
cb <- observer.codebook %>% filter(observer == Obs)
obs.w1 <- sprintf("%s/data/informant/i%s_w1_RENAMED.csv", wd, Obs) %>% read_csv() %>%
select(one_of(cb$old_name)) %>%
setNames(cb$new_name) %>%
separate(proc__SID, c("proc__SID", "inf"), -2) %>%
select(-inf)
}
obs.data <- tibble(observer = 1:10) %>%
mutate(data = map(observer, read_fun)) %>%
unnest(data) %>%
filter(!is.na(proc__SID))
write.csv(obs.data, file = sprintf("%s/data/informant_data.csv", wd), row.names = F)(obs.data <- sprintf("%s/data/informant_data.csv", wd) %>% read_csv)obs.con <- obs.data %>%
gather(key = item, value = value, -proc__SID, -observer, na.rm = T) %>%
separate(item, c("type", "item"), sep = "__") %>%
spread(type, value) %>%
mutate(consistency = mapvalues(consistency, 1:4, 4:1))
# obs.con <- obs.con %>%
# group_by(proc__SID, observer) %>%
# summarize_at(vars(consistency, personality), list(~mean), na.rm = T) %>%
# mutate(item = "all items") %>%
# ungroup() %>%
# full_join(obs.con) 1.3.3 Self State Data
state_codebook <- codebook %>% filter(level == "state")
# load and rename wave 1 data
self.state.data <- sprintf("%s/esm_w1_RENAMED.csv", data_path) %>% read_csv() %>%
select(one_of(paste(state_codebook$old_name, "w1", sep = "."))) %>%
setNames(state_codebook$new_name)
write.csv(self.state.data, file = sprintf("%s/data/self_state_data.csv", wd), row.names = F)(self.state.data <- sprintf("%s/data/self_state_data.csv", wd) %>% read_csv)1.4 Create Consistency Variables
# state variability
self.state.con <- self.state.data %>%
select(proc__SID:proc__beepvar, contains("personality")) %>%
gather(key = item, value = pers_value, contains("personality"), na.rm = T) %>%
mutate(item = str_remove(item, "personality__")) %>%
group_by(proc__SID, item) %>%
summarize(sd = sd(pers_value, na.rm = T),
sit_item = "all situations", n = n(),
type = "State Variability") %>%
ungroup()
# cross-situational consistency
self.state.con <- self.state.data %>%
select(proc__SID:proc__beepvar, contains("personality")) %>%
gather(key = item, value = pers_value, contains("personality"), na.rm = T) %>%
mutate(item = str_remove(item, "personality__")) %>%
full_join(self.state.data %>%
select(proc__SID:proc__beepvar, contains("situation")) %>%
gather(key = sit_item, value = sit_value, contains("situation"), na.rm = T) %>%
mutate(sit_item = str_remove(sit_item, "situation__"))) %>%
filter(sit_value == 1) %>%
group_by(proc__SID, item, sit_item) %>%
summarize(pers_value = mean(pers_value, na.rm = T)) %>%
group_by(proc__SID, item) %>%
summarize(sd = sd(pers_value, na.rm = T),
sit_item = "all situations", n = n(),
type = "Cross-Situational Consistency") %>%
ungroup() %>%
full_join(self.state.con)
# pooling (probably not using)
# self.state.con <- self.state.con %>%
# group_by(proc__SID, sit_item) %>%
# mutate(num = (n - 1)*sd^2, den = n - 1) %>%
# summarize(sd = sqrt(sum(num, na.rm = T)/sum(den, na.rm = T)),
# item = "all items") %>%
# ungroup() %>%
# full_join(self.state.con) %>%
# select(-n)
# cross-situational contingency consistency
self.state.sit <- self.state.data %>%
select(proc__SID:proc__beepvar, contains("personality")) %>%
gather(key = item, value = pers_value, contains("personality"), na.rm = T) %>%
mutate(item = str_remove(item, "personality__")) %>%
full_join(self.state.data %>%
select(proc__SID:proc__beepvar, contains("situation")) %>%
gather(key = sit_item, value = sit_value, contains("situation"), na.rm = T) %>%
mutate(sit_item = str_remove(sit_item, "situation__"))) %>%
filter(sit_value == 1) %>%
group_by(proc__SID, sit_item, item) %>%
filter(sd(pers_value, na.rm = T) != 0) %>%
summarize(n = n(), sd = sd(pers_value, na.rm = T),
type = "Behavioral Signature Consistency") %>%
ungroup()
(self.state.con.all <- self.state.sit %>%
full_join(self.state.con))self.state.con.all %>%
filter(item %in% vars$old) %>%
group_by(sit_item, item, type) %>%
mutate_at(vars(sd), funs(mean, sd), na.rm = T) %>%
ggplot(aes(x = sd, y = sit_item, fill = item)) +
geom_halfeyeh() +
facet_grid(type~item, scales = "free_y", space = "free_y") +
theme_classic()
2 Zero-Order Relationships
self.trait.con %>% mutate(perspective = "self") %>%
full_join(obs.con %>% mutate(proc__SID = as.numeric(proc__SID), perspective = "observer")) %>%
select(proc__SID, item, consistency, perspective) %>%
group_by(item, proc__SID, perspective) %>%
summarize(consistency = mean(consistency, na.rm = T)) %>%
spread(perspective, consistency) %>%
group_by(item) %>%
summarize(r = cor(self, observer, use = "pairwise"))3 Relationship Between A Priori Consistency and Observed Consistency
r_fun <- function(df, rownum){
if(rownum == 1){fit}
else{tmp <- update(fit, newdata = df)}
}
consistency_nested <- self.trait.con %>% mutate(perspective = "self") %>%
full_join(obs.con %>% mutate(proc__SID = as.numeric(proc__SID), perspective = "observer")) %>%
full_join(self.state.con.all) %>%
filter(!is.na(item)) %>%
group_by(proc__SID, perspective, item, sit_item, type) %>%
summarize_at(vars(consistency, sd), list(mean), na.rm = T) %>%
group_by(perspective, item, sit_item, type) %>%
mutate_at(vars(consistency, sd), funs(z = as.numeric(scale(.)))) %>%
# filter(n() >= 20) %>%
nest() %>%
rownames_to_column() %>%
drop_na()
sink("/dev/null")
fit <- brm(consistency_z ~ sd_z, data = consistency_nested$data[[1]])##
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.4e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.3e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.5e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 4.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.46 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.8e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.1e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 1.8e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.6e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.26 seconds.
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## Chain 2:
## Chain 2: Gradient evaluation took 1.5e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.3 seconds.
## Chain 1: Adjust your expectations accordingly!
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.8e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.28 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.24 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 3.7e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.37 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.9e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.29 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.9e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.3e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.9e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2e-05 seconds
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 1.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.4e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.24 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.26 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 6.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.62 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 3.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.36 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.4e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.8e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.7e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.5e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.28 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
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## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.26 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 2e-05 seconds
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
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## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 3.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.34 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.3e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.7e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.3e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.8e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 4.8e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.48 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.1e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 2.8e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.28 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## Chain 3: Gradient evaluation took 1.7e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
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## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.5e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 3.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.33 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 3.3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.33 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.9e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.8e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 3.8e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.38 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.7e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 3.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.34 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 3.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.33 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 3.5e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.35 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.3 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 3.1e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.31 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 2.1e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.1e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.9e-05 seconds
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.7e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.7e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 4.9e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.49 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.4e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.24 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.8e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.9e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 4.9e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.49 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.4 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.5e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 3.8e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.38 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 3.6e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.36 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.24 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
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## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.8e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 3.1e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.31 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.5e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.1e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.26 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.5e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 3.5e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.35 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.7e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.4e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.9e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 1.3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.11 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 3.1e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.31 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.9e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.1e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 3.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.34 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.3e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.7e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.1e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.7e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 3.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.33 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 1.2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## Chain 3: Gradient evaluation took 1.4e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 4.9e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.49 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.4e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.5e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.5e-05 seconds
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1e-05 seconds
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 3.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.33 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.8e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.28 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.5e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.1 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.8e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.6e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.26 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.5e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 3.6e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.36 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.4e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
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## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## Chain 2: Gradient evaluation took 1.1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.11 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.5e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.11 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.5e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.11 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.5e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.1 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.4e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1e-05 seconds
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
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## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.3 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.9e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.7e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.7e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.5e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.3e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.1 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.5e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.4e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.11 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## Chain 3: Gradient evaluation took 1.3e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1e-05 seconds
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 4.9e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.49 seconds.
## Chain 1: Adjust your expectations accordingly!
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## Chain 1: 0.090311 seconds (Sampling)
## Chain 1: 0.209225 seconds (Total)
## Chain 1:
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.8e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
## Chain 2: Adjust your expectations accordingly!
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## Chain 2:
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 3.1e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.31 seconds.
## Chain 3: Adjust your expectations accordingly!
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 3.4e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.34 seconds.
## Chain 1: Adjust your expectations accordingly!
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 5.5e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.55 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.3e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.24 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 3.4e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.34 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 3.2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.32 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.8e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.28 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.8e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## Chain 2: Gradient evaluation took 1.8e-05 seconds
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.7e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.6e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.11 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.3e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.5e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.7e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.4e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.24 seconds.
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## Chain 4: Gradient evaluation took 2.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.24 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.6e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.26 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 2.5e-05 seconds
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## Chain 3: Gradient evaluation took 2e-05 seconds
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 3.1e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.31 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.1e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.28 seconds.
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## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.7e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.4e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.24 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.9e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.9e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.3e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.1 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 1.1e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.11 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
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## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## Chain 3:
## Chain 3: Gradient evaluation took 1.4e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.8e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.5e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
## Chain 1: Adjust your expectations accordingly!
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.9e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 3.6e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.36 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.7e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.6e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.26 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.26 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.1e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.6e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1e-05 seconds
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.9e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.7e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.7e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.4e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.1e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.11 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.7e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.5e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.11 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.9e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.29 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
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## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.26 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.8e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.8e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.8e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.9e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## Chain 3: Gradient evaluation took 1.6e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 2.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.1e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 3.5e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.35 seconds.
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## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.1e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 4.5e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.45 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 3.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.33 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 3.2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.32 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.1e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 6.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.65 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.1e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.7e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.6e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.26 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.1e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.9e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.29 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## Chain 3: Gradient evaluation took 2.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 2.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 1.3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## Chain 3: Gradient evaluation took 1.6e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 1.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.26 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.4e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.24 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.8e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 5.4e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.54 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 3.2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.32 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.4e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.7e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 4.6e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.46 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 2.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.26 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.5e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.9e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## Chain 3: Gradient evaluation took 2.8e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.28 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.9e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.5e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.9e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.6e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.26 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.9e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 3.4e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.34 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 0.000104 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 1.04 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 1.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## Chain 3: Gradient evaluation took 1.7e-05 seconds
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.1e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## Chain 2:
## Chain 2: Gradient evaluation took 1.7e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.4e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.24 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.9e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.5e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.7e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 3.6e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.36 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.7e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.9e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 3.8e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.38 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.7e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.7e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 3.9e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.39 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 1.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.5e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.9e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.29 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.5e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 3.5e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.35 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 6.3e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.63 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 3.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.34 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.3 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.9e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.29 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.8e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 1.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 2.7e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## Chain 3: Gradient evaluation took 4.6e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.46 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.9e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.8e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.8e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
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## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.1e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.7e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.4 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.8e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.5e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 1.8e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 1.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.3 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 2.1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.26 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 3.5e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.35 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.3e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.1e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.5e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.1e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.24 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 1.9e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## Chain 3: Gradient evaluation took 1.7e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
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## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 4.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.43 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.1e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 3.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.33 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.24 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 3.4e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.34 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.1e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.6e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.5e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 3.4e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.34 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 3.1e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.31 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.1e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.8e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.6e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 2.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.26 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.28 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 1.7e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.1e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 5.9e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.59 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 3e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.3 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.8e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.24 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 3.1e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.31 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.9e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.28 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.4 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.6e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 1.7e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.8e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.8e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.6e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.4e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.6e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.5e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 8.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.87 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.8e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.28 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.29 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
## Chain 1: Adjust your expectations accordingly!
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.24 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.6e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.5e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.4e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.6e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.1 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.24 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.5e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.1e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.8e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.5e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.1e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.1e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.9e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
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## Chain 3: Gradient evaluation took 1e-05 seconds
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.9e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.6e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.24 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.4e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.9e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.19 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.2 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.3e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.5e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.5e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.1e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.11 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 1.4e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.14 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## Chain 2:
## Chain 2: Gradient evaluation took 1.4e-05 seconds
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.7e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.7e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.8e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.5e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.25 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.7e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.23 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 2.1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.7e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.27 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.8e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.1e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.11 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.8e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.6e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.8e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.3e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.8e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.6e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.2e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.5e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.3e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.6e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.16 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.12 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.7e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.17 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 3.7e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.37 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 1.5e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 1.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 1.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.3e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.13 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 2.1e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.21 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 2.2e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.22 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 2.6e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.26 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 1.8e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 3.9e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.39 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 1.5e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.
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## SAMPLING FOR MODEL '70bbb7f72edd0e164c17f1c88f1d9bc0' NOW (CHAIN 1).
## Chain 1:
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## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.18 seconds.
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## Chain 4:res <- consistency_nested %>%
unnest(tidy) %>%
filter(term == "b_sd_z") %>%
# filter(sign(lower) == sign(upper)) %>%
arrange(type) %>%
group_by(perspective, type, item) %>%
mutate_at(vars(estimate, lower, upper), list(fisherz)) %>%
summarise_at(vars(estimate, lower, upper), list(mean)) %>%
mutate_at(vars(estimate, lower, upper), list(fisherz2r))
sink()
res %>%
mutate(sig = ifelse(sign(lower) == sign(upper), "sig", "ns")) %>%
mutate_at(vars(estimate:upper), list(~sprintf("%.2f", .))) %>%
mutate(CI = sprintf("[%s, %s]", lower, upper)) %>%
mutate_at(vars(estimate, CI), list(~ifelse(sig == "sig", sprintf("<strong>%s</strong>", .), .))) %>%
select(perspective:item, b = estimate, CI) %>%
gather(key = est, value = value, b, CI) %>%
unite(tmp, type, est, sep = ".") %>%
spread(key = tmp, value = value)3.1 Cross-Situational Differences
consistency_nested %>%
unnest(samples) %>%
filter(type == "Behavioral Signature Consistency" & perspective == "observer") %>%
ggplot(aes(x = .value, y = sit_item, fill = sit_item)) +
geom_halfeyeh() +
geom_vline(aes(xintercept = 0), linetype = "dashed") +
facet_grid(~item) +
theme_classic() +
theme(legend.position = "none")
draws_long <- consistency_nested %>%
unnest(samples) %>%
group_by(perspective, type, item, .draw) %>%
summarize(.value = fisherz2r(mean(fisherz(.value), na.rm = T))) %>%
group_by(perspective, type, item) %>%
mutate(m_qi = list(mean_qi(.value))) %>%
unnest(m_qi) %>%
ungroup() %>%
mutate(perspective = str_to_title(perspective),
sig = ifelse(sign(ymin) == sign(ymax), "sig", "ns"))vars <- tibble(
old = c("E_outgoing", "A_kind", "C_reliable", "N_worried", "posEmo", "negEmo", "happy"),
new = c("E: Outgoing", "A: Kind", "C: Reliable", "N: Worried", "Positive\nEmotion", "Negative\nEmotion", "Happy")
)
draws_long %>%
select(perspective:item, b = y, lower = ymin, upper = ymax, sig) %>%
distinct() %>%
mutate_at(vars(b:upper), list(~sprintf("%.2f", .))) %>%
mutate(CI = sprintf("[%s, %s]", lower, upper),
item = mapvalues(item, from = vars$old, to = vars$new),
item = factor(item, levels = vars$new)) %>%
mutate_at(vars(b, CI), list(~ifelse(sig == "sig", sprintf("<strong>%s</strong>", .), .))) %>%
select(perspective:item, b, CI) %>%
gather(key = est, value = value, b, CI) %>%
unite(tmp, type, est, sep = ".") %>%
spread(key = tmp, value = value)draws_long %>%
filter(perspective == "Observer") %>%
mutate(item = mapvalues(item, from = vars$old, to = vars$new),
item = factor(item, levels = rev(vars$new)),
type = str_wrap(type, 20)) %>%
ggplot(aes(x = .value, y = item, fill = sig)) +
geom_halfeyeh() +
geom_vline(aes(xintercept = 0), linetype = "dashed") +
scale_fill_manual(values = c("lightgrey", "lightgoldenrod2")) +
scale_x_continuous(limits = c(-.5, .5), breaks = seq(-.5, .5, .25)) +
labs(x = "r", y = NULL) +
facet_grid(perspective ~ type) +
theme_classic() +
theme(legend.position = "none",
strip.text = element_text(face = "bold", size = rel(1.2), color = "white"),
strip.background = element_rect(fill = "black"),
axis.text = element_text(face = "bold", size = rel(1.2)),
axis.title = element_text(face = "bold", size = rel(1.2)))
ggsave(file = sprintf("%s/results/plots/observer_results.png", wd), width = 9, height = 6)
draws_long %>%
filter(perspective == "Self") %>%
mutate(item = mapvalues(item, from = vars$old, to = vars$new),
item = factor(item, levels = rev(vars$new)),
type = str_wrap(type, 20)) %>%
ggplot(aes(x = .value, y = item, fill = sig)) +
geom_halfeyeh() +
geom_vline(aes(xintercept = 0), linetype = "dashed") +
scale_fill_manual(values = c("lightgrey", "lightgoldenrod2")) +
labs(x = "r", y = NULL) +
facet_grid(perspective ~ type) +
theme_classic() +
theme(legend.position = "none",
strip.text = element_text(face = "bold", size = rel(1.2), color = "white"),
strip.background = element_rect(fill = "black"),
axis.text = element_text(face = "bold", size = rel(1.2)),
axis.title = element_text(face = "bold", size = rel(1.2)))
# ggsave(file = sprintf("%s/results/plots/self_results.png", wd), width = 9, height = 6)3.2 Cross-Rater Comparisons
r_fun <- function(df){
r <- df %>% select(-proc__SID) %>% cor(., use = "pairwise")
r[upper.tri(r, diag = T)] <- NA
r_long <- r %>% data.frame %>%
rownames_to_column("V1") %>%
gather(key = V2, value = value, -V1, na.rm = T)
res <- r.test(n = nrow(df),
r12 = r_long$value[1],
r13 = r_long$value[2],
r23 = r_long$value[3])
tibble(t = res$t, p = res$p)
}
# relationship between consistency measures
r_obs_comp <- self.trait.con %>% mutate(perspective = "self") %>%
full_join(obs.con %>% mutate(proc__SID = as.numeric(proc__SID), perspective = "observer")) %>%
full_join(self.state.con.all) %>%
mutate(type = str_replace_all(type, " ", "_")) %>%
filter(!is.na(item) & !is.na(perspective)) %>%
group_by(proc__SID, perspective, item, sit_item, type) %>%
summarize_at(vars(consistency, sd), list(mean), na.rm = T) %>%
ungroup() %>%
spread(key = perspective, value = consistency) %>%
group_by(item, sit_item, type) %>%
nest() %>%
mutate(r = map(data, r_fun))
r_obs_comp %>%
unnest(r, .drop = T) %>%
filter(p < .05)4 Presentation Figures
4.1 Nomothetic Distributions
data(bfi)
bfi %>%
rownames_to_column("SID") %>%
gather(key = item, value = value, A1:O5, na.rm = T) %>%
separate(item, c("trait", "item"), -1) %>%
mutate(trait = factor(trait, levels = c("E", "A", "C", "N", "O"))) %>%
group_by(SID, age, gender, trait) %>%
summarize(value = mean(value, na.rm = T)) %>%
ggplot(aes(x = value, y = 1, fill = trait)) +
geom_halfeyeh() +
scale_x_continuous(limits = c(1,6), breaks = seq(1,6,1)) +
scale_fill_manual(values = c("blue", "orange2", "goldenrod1", "springgreen3", "purple3")) +
labs(x = NULL, y = NULL, title = "") +
facet_grid(~trait, scales = "free_y") +
theme_classic() +
theme(legend.position = "none",
axis.title = element_text(face = "bold", size = rel(1.2)),
axis.text.x = element_text(face = "bold", size = rel(1.2)),
axis.text.y = element_blank(),
axis.ticks.y = element_blank(),
strip.background = element_blank(),
strip.text = element_blank())
# ggsave(sprintf("%s/results/plots/nomo_dist.png", wd), width = 8, height = 1.75)4.2 Idiographic Distributions
load(url(sprintf("%s/results/sample_data.RData", wd)))
s.bfi.mi <- BFI.mi %>%
gather(key = item, value = value, A_Cmpn:O_IntCur, na.rm = T) %>%
separate(item, c("trait", "item"), sep = "_") %>%
group_by(SID, all_beeps, trait) %>%
summarize(value = mean(value, na.rm = T)) %>%
ungroup() %>%
mutate(trait = factor(trait, levels = c("E", "A", "C", "N", "O")))
draw.a.plot <- function(sid){
s.bfi.mi %>% filter(SID == sid) %>%
group_by(trait) %>%
mutate(sd = sd(value, na.rm = T), m = mean(value, na.rm = T)) %>%
ungroup() %>%
ggplot(aes(x = value, y = 1, fill = trait)) +
geom_halfeyeh() +
geom_text(aes(label = sprintf("%.2f", sd), y = 1.15, x = m), color = "white") +
scale_x_continuous(limits = c(1,5), breaks = seq(1,5,1)) +
scale_fill_manual(values = c("blue", "orange2", "goldenrod1", "springgreen3", "purple3")) +
labs(x = NULL, y = NULL, title = sid) +
facet_grid(~trait, scales = "free_y") +
theme_classic() +
theme(legend.position = "none",
axis.title = element_text(face = "bold", size = rel(1.2)),
axis.text.x = element_text(face = "bold", size = rel(1.2)),
axis.text.y = element_blank(),
axis.ticks.y = element_blank(),
strip.background = element_blank(),
strip.text = element_blank(),
plot.title = element_text(hjust = .5))
}
library(animation)
loop.animate <- function() {
lapply(unique(s.bfi.mi$SID), function(i) {
print(draw.a.plot(i))
})
}
# setwd(sprintf("%s/results/plots", wd))
# create GIF of all edges
# saveGIF(loop.animate(), interval = .5, movie.name="idio_dist.gif", ani.width = 500, ani.height = 109.375,
# imgdir = sprintf("%s/results/plots", wd))
draw.a.plot(102204)
# ggsave(sprintf("%s/results/plots/idio_dist_102204.png", wd), width = 8, height = 1.75)
draw.a.plot(102902)
# ggsave(sprintf("%s/results/plots/idio_dist_102902.png", wd), width = 8, height = 1.75)4.3 If…then Profiles of averages
sits <- c("class", "studied", "video", "passFacebook", "music", "actFacebook")
self.state.prof <- self.state.data %>%
select(proc__SID:proc__beepvar, contains("personality")) %>%
gather(key = item, value = pers_value, contains("personality"), na.rm = T) %>%
mutate(item = str_remove(item, "personality__")) %>%
full_join(self.state.data %>%
select(proc__SID:proc__beepvar, contains("situation")) %>%
gather(key = sit_item, value = sit_value, contains("situation"), na.rm = T) %>%
mutate(sit_item = str_remove(sit_item, "situation__"))) %>%
filter(sit_value == 1) %>%
group_by(proc__SID, item, sit_item) %>%
summarize(pers_value = mean(pers_value, na.rm = T)) %>%
filter(sit_item %in% sits) %>%
group_by(proc__SID, item) %>%
filter(n() == 6) %>%
# group_by(proc__SID, sit_item) %>%
# filter(grepl("E_", item)) %>%
ungroup()
draw.a.plot <- function(sid){
df <- self.state.prof %>%
filter(proc__SID == sid & grepl("E_outgoing", item))
df <- df %>% group_by(proc__SID, item) %>%
summarize(pers_value = mean(pers_value, na.rm = T), sit_item = "Overall", type = "Overall") %>%
full_join(df %>% mutate(type = "Situation-Specific"))
sum.df <- df %>% filter(sit_item != "Overall") %>% mutate(sit_item = "Overall", type = "Overall")
p <- df %>%
ggplot(aes(y = sit_item, x = pers_value, color = item, group = item)) +
scale_color_manual(values = c("blue", "springgreen3")) +
scale_x_continuous(limits = c(1,5), breaks = seq(1,5,1)) +
# geom_line(size = 1) +
geom_path() +
geom_density_ridges(data = sum.df, aes(y = sit_item, x = pers_value), color = NA, fill = "springgreen3", panel_scaling = F) +
geom_point(color = "black", size = 2) +
coord_flip()+
labs(y = NULL, x = "Average State Rating", color = NULL, title = sid) +
facet_grid(~type, scales = "free_x", space = "free") +
theme_classic() +
theme(legend.position = "none",
axis.text.x = element_text(face = "bold", size = rel(1), angle = 35, hjust = 1),
axis.text.y = element_text(face = "bold", size = rel(1.2)),
plot.title = element_text(hjust = .5),
strip.background = element_rect(fill = "black"),
strip.text = element_text(color = "white", size = rel(1.2), face = "bold"))
pt <- ggplot_gtable(ggplot_build(p))
pt$widths[5] = unit(10/5.5, units = "null")
pt$widths[7] = unit(10-10/5.5, units = "null")
pt
}
loop.animate <- function() {
lapply(unique(self.state.prof$proc__SID)[1:50], function(i) {
grid.newpage()
grid.draw(draw.a.plot(i))
})
}
# create GIF of all edges
# saveGIF(loop.animate(), interval = .5, movie.name="idio_profile.gif", ani.width = 325, ani.height = 200,
# imgdir = sprintf("%s/results/plots", wd))4.4 If…then Profiles of variability
self.state.long <- self.state.data %>%
select(proc__SID:proc__beepvar, contains("personality")) %>%
gather(key = item, value = pers_value, contains("personality"), na.rm = T) %>%
mutate(item = str_remove(item, "personality__")) %>%
full_join(self.state.data %>%
select(proc__SID:proc__beepvar, contains("situation")) %>%
gather(key = sit_item, value = sit_value, contains("situation"), na.rm = T) %>%
mutate(sit_item = str_remove(sit_item, "situation__"))) %>%
filter(sit_value == 1 & proc__SID %in% unique(self.state.prof$proc__SID)) %>%
group_by(proc__SID, item, sit_item) %>%
mutate(m_pers_value = mean(pers_value, na.rm = T)) %>%
ungroup() %>%
filter(sit_item %in% sits) %>%
group_by(proc__SID, sit_item, item) %>%
mutate(n = n()) %>%
group_by(proc__SID) %>%
filter(all(n > 1)) %>%
ungroup() %>%
arrange(proc__SID)
draw.a.plot <- function(sid){
df <- self.state.long %>%
filter(proc__SID == sid & grepl("E_outgoing", item))
df %>% group_by(proc__SID, item, proc__beepvar) %>%
summarize(pers_value = mean(pers_value, na.rm = T), sit_item = "Overall", type = "Overall") %>%
full_join(df %>% mutate(type = "Situation-Specific")) %>%
ggplot(aes(y = sit_item, x = pers_value, fill = sit_item)) +
# scale_fill_manual(values = c("blue", "springgreen3")) +
scale_x_continuous(limits = c(1,5), breaks = seq(1,5,1)) +
geom_halfeyeh(alpha = .5) +
geom_line(size = 1) +
coord_flip() +
labs(y = NULL, x = "Average State Rating", color = NULL, title = sid) +
facet_grid(~type, scales = "free_x", space = "free") +
theme_classic() +
theme(legend.position = "none",
axis.text.x = element_text(face = "bold", size = rel(1), angle = 35, hjust = 1),
axis.text.y = element_text(face = "bold", size = rel(1.2)),
plot.title = element_text(hjust = .5),
strip.background = element_rect(fill = "black"),
strip.text = element_text(color = "white", size = rel(1.2), face = "bold"))
}
loop.animate <- function() {
lapply(unique(self.state.long$proc__SID)[1:50], function(i) {
print(draw.a.plot(i))
})
}
# create GIF of all edges
# saveGIF(loop.animate(), interval = .5, movie.name="idio_profile_var.gif", ani.width = 325, ani.height = 200,
# imgdir = sprintf("%s/results/plots", wd))